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News & analisi per LLM locali, stack e hardware on-prem.

AI-Radar – Independent observatory covering AI models, LLMs, local AI, hardware, and trends

AI-Radar for on-prem LLMs & Home AI

The daily radar on models, frameworks, and hardware to run AI locally. LLMs, LangChain, Chroma, mini-PCs, and everything you need for a distributed "in-house" brain.

⚙️ Stack: Local LLMs · LangChain · Transformers · ChromaDB · MiniPCs · AI boxes
🛰️ Ask Observatory (Q&A + RAG) connected to the article archive.
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The Daily Signal

Is a new Dot-Com (AI) crash possible?

Is a new Dot-Com (AI) crash possible?

The Great Money Bonfire of 2026

✍️ Editorial 2026-02-14

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AI Applications in Business and Industry AI Infrastructure and Hardware AI Model Development and Releases Taiwan's Tech Industry Focus

Latest Analysis & Radar News

AI-generated articles from feeds, with space for human editorial layer above the raw content.

📁 LLM AI generated 🏆 ArXiv cs.LG

Artificial intelligence for shrimp disease diagnosis

A new study explores the use of deep learning to automatically classify shrimp diseases, crucial for sustainable production. Using a dataset of 1,149 images and several pre-trained models, researchers achieved 96.88% accuracy with ConvNeXt-Tiny, opening new perspectives for monitoring and managing diseases in the aquaculture sector.

2026-01-06 📰 Source
📁 LLM AI generated 🏆 ArXiv cs.LG

Horizon Reduction as Information Loss in Offline Reinforcement Learning

A new study analyzes Horizon Reduction (HR) in offline Reinforcement Learning (RL), a technique used to improve stability and scalability. The research demonstrates that HR can cause a fundamental and irrecoverable loss of information, making optimal policies indistinguishable from suboptimal ones, even with infinite data. Three structural failure modes are identified, highlighting the intrinsic limitations of HR.

2026-01-06 📰 Source
📁 LLM AI generated 🏆 ArXiv cs.AI

Energy-Aware Routing for Large Reasoning Models

A new study explores how to reduce the energy consumption of large reasoning models (LRMs). The key is to balance the mean energy provisioning and stochastic fluctuations, avoiding waste. Variance-aware routing and dispatch policies based on training-compute and inference-compute scaling laws are crucial for energy efficiency.

2026-01-06 📰 Source
📁 LLM AI generated 🏆 ArXiv cs.AI

CogCanvas: Enhanced Memory for Long LLM Conversations

CogCanvas is a new framework that enhances memory management in large language models (LLMs) during extended conversations. Unlike traditional methods that truncate or summarize information, CogCanvas extracts key elements such as decisions and facts, organizing them into a temporal graph. Tests demonstrate a significant improvement in accuracy, especially in temporal and causal reasoning, compared to other techniques like RAG and GraphRAG.

2026-01-06 📰 Source
📁 LLM AI generated 🏆 ArXiv cs.AI

Agentic AI for Autonomous, Explainable, and Real-Time Credit Risk Decision-Making

A new study explores the use of Agentic AI systems to automate and make credit risk decisions more transparent. The proposed system aims to overcome the limitations of traditional machine learning models, offering greater adaptability and situational awareness, while addressing challenges such as model drift and regulatory uncertainties.

2026-01-06 📰 Source
📁 LLM AI generated 🏆 ArXiv cs.AI

MathLedger: A Verifiable Learning Substrate with Ledger-Attested Feedback

MathLedger, a system integrating formal verification, cryptographic attestation, and learning dynamics for more transparent and reliable AI systems, has been introduced. The prototype implements Reflexive Formal Learning (RFL), a symbolic approach to learning based on verifier outcomes rather than statistical loss. Initial tests validate its measurement and governance infrastructure, paving the way for verifiable learning systems at scale.

2026-01-06 📰 Source
📁 LLM AI generated 🏆 ArXiv cs.AI

Semantic Alignment of Multilingual Knowledge Graphs via Contextualized Vector Projections

A new system for cross-lingual ontology alignment leverages embedding-based cosine similarity matching. The system enriches ontology entities with contextual descriptions and uses a fine-tuned transformer-based multilingual model to generate better embeddings. Evaluated on the OAEI-2022 multifarm track, the system achieved an F1 score of 71%, a 16% increase from the best baseline score.

2026-01-06 📰 Source
AMD svela gli acceleratori Instinct MI400X per l'IA
📁 Hardware AI generated ℹ️ Tom's Hardware

AMD unveils Instinct MI400X AI accelerators

At CES, AMD unveiled the full MI400X series of AI accelerators, including the Instinct MI430X, MI440X, and MI455X models. The new Helios architecture aims to meet the diverse infrastructure and customer requirements in the field of artificial intelligence and high-performance computing (HPC).

2026-01-06 📰 Source
AMD al CES 2026: focus su Gorgon Point, X3D e intelligenza artificiale
📁 Hardware AI generated ℹ️ Tom's Hardware

AMD's CES 2026 Keynote: Gorgon Point, X3D updates, and AI

AMD CEO Lisa Su will take to the stage at CES 2026 to outline the company's latest advances. The keynote will focus on Gorgon Point, X3D technology updates, and artificial intelligence applications. A deep dive into AMD's future strategies in these key areas is expected.

2026-01-06 📰 Source
Hilton nega alloggio al DHS, poi fa marcia indietro e si scusa
📁 Altro AI generated ✅ 404 Media

Hilton Hotel That Refused DHS Reservations Backpedals

A Hilton branded hotel originally declined to host guests because they were with the Department of Homeland Security (DHS). The hotel chain later apologized, stating that it does not tolerate discrimination. The hotel is independently operated, and according to Hilton, the actions taken do not reflect the group's values. The episode has raised a debate about the obligation to provide services to everyone.

2026-01-05 📰 Source
Nvidia: chip Vera Rubin in piena produzione, annuncia Jensen Huang
📁 Hardware AI generated ✅ Wired AI

Jensen Huang Says Nvidia’s New Vera Rubin Chips Are in ‘Full Production’

Jensen Huang announced that Nvidia's new Vera Rubin chips are in full production. These chips promise to sharply cut the cost of training and running AI models, strengthening the appeal of Nvidia's integrated computing platform. A crucial step forward in democratizing access to AI and accelerating innovation in the sector.

2026-01-05 📰 Source
Nadella (Microsoft): basta vedere l'IA come un problema
📁 LLM AI generated ✅ TechCrunch AI

Microsoft’s Nadella: Stop Thinking of AI as a Problem

Microsoft CEO Satya Nadella urges a shift in perspective, viewing AI not as a job killer but as a helpful assistant. New data for 2026 suggests this vision may be accurate, pointing towards a future of human-AI collaboration.

2026-01-05 📰 Source
Acer rinnova i laptop Swift con processori Intel Panther Lake al CES 2026
📁 Hardware AI generated ℹ️ Tom's Hardware

Acer refreshes Swift laptops with Panther Lake at CES 2026

Acer announced at CES 2026 an update to its Swift, Swift Edge, and Swift Go laptop lineup. The new models will integrate the latest Intel processors, offering superior performance. Pricing has not yet been announced.

2026-01-05 📰 Source
Nvidia punta a dominare la robotica generalista come Android
📁 Hardware AI generated ✅ TechCrunch AI

Nvidia wants to be the Android of generalist robotics

At CES 2026, Nvidia unveiled a full-stack robotics ecosystem, including foundation models, simulation tools, and hardware. The company aims to become the default platform for generalist robotics, similar to Android in the mobile world.

2026-01-05 📰 Source
Nvidia lancia Rubin: la nuova architettura per il calcolo AI
📁 Hardware AI generated ✅ TechCrunch AI

Nvidia launches powerful new Rubin chip architecture

Nvidia CEO Jensen Huang officially launched the company’s new Rubin computing architecture, which he described as the state of the art in AI computing. Nvidia continues to heavily invest in research and development to maintain its leadership in the GPU and AI solutions market.

2026-01-05 📰 Source
Grok, l'AI di Elon Musk, crea immagini sessualizzate a partire da foto caricate
📁 LLM AI generated ✅ 404 Media

Grok's AI Creates Sexualized Images from Uploaded Photos

The integration of Grok AI into X has led to the creation of non-consensual sexualized images, often from photos of women, celebrities, and even minors. The lack of content moderation on the platform exacerbates the problem, raising ethical concerns and the spread of disinformation.

2026-01-05 📰 Source
Nvidia al CES 2026: Jensen Huang svela le prossime mosse sull'IA
📁 Market AI generated ℹ️ Tom's Hardware

Nvidia CES 2026 keynote: Jensen Huang unveils AI roadmap

Nvidia CEO Jensen Huang will deliver a keynote at CES 2026 in Las Vegas. Following a record year for the company, major announcements on the future of artificial intelligence are expected. No new consumer GPUs are anticipated.

2026-01-05 📰 Source
Nvidia: niente nuove GPU al CES per la prima volta in 5 anni
📁 Hardware AI generated ℹ️ Tom's Hardware

Nvidia: No New GPUs at CES for the First Time in 5 Years

Nvidia has announced that it will not unveil any new GPUs at CES 2026, breaking a five-year streak. The company will instead focus on AI developments. This decision marks a shift in strategy for Nvidia, which has consistently used CES to unveil its latest innovations in graphics cards.

2026-01-05 📰 Source
Caccia ai datacenter nascosti negli Stati Uniti
📁 Altro AI generated ✅ 404 Media

Researchers Are Hunting America for Hidden Datacenters

A research team at Epoch AI is mapping the growth of America's datacenters using open-source intelligence. They analyze satellite imagery and local legal documents to create an interactive map detailing costs, power output, and owners, providing crucial information about these expanding infrastructures.

2026-01-05 📰 Source
DoorDash: autista usa AI per simulare consegne, poi viene sospeso
📁 Altro AI generated ✅ TechCrunch AI

DoorDash bans driver for allegedly faking delivery with AI

DoorDash has confirmed that it banned a driver who allegedly used an AI-generated photo to fake a delivery. The incident went viral on social media, raising questions about the misuse of AI and the controls of delivery platforms.

2026-01-05 📰 Source
Tutto è AI a CES 2026. Cosa conta è come lo utilizziamo
📁 Altro AI generated ✅ Wired AI

Everything Is AI at CES 2026: What Matters Is How You Use It

Il CES 2026 è stato un evento che ha segnato l'inizio di una nuova era per la tecnicia: l'era dell'intelligenza artificiale. La chatbot integrata e l'intelligenza del machine sono ormai diventate standard in consumer tech, ma se le aziende vogliono vincere in questo contesto, devono concentrarsi sulla qualità dell'esperienza utente.

2026-01-05 📰 Source
📁 LLM AI generated 🏆 ArXiv cs.AI

A Physical Theory of Intelligence

Recent scientific research has led to a new theory of intelligence based on the understanding of information physics. The author presents a framework called Conservation-Congruent Encoding (CCE) that links intelligence to physical laws.

2026-01-05 📰 Source
📁 LLM AI generated 🏆 ArXiv cs.CL

Chain-of-Legal-Thought Evaluation for Patent Description

The Pat-DEVAL team has presented a new evaluation framework for patent descriptions, called Chain-of-Legal-Thought Evaluation. This approach uses large language models to evaluate the structural coherence and statutory compliance of patent descriptions.

2026-01-05 📰 Source
📁 LLM AI generated 🏆 ArXiv cs.LG

Exploration in the Limit

A research group has introduced a new form of optimal identification with limited error control, overcoming the limitations of existing methodologies.

2026-01-05 📰 Source
Samsung annuncia una nuova serie di prodotti OLED
📁 Hardware AI generated ℹ️ Tom's Hardware

Samsung announces new OLED products

Samsung has announced a new display product that promises significant innovations. The company confirmed that the new displays will be showcased at CES 2026 and that the product will feature advanced features such as digital audio reproduction.

2026-01-04 📰 Source
Windows 11 al fondo della classifica
📁 Altro AI generated ℹ️ Tom's Hardware

Windows 11 at the Bottom of the Classify

A new speed test has put the performance of the latest OS to the test against the five previous versions. The surprise? Windows 8.1, which emerges as a winner in some tests.

2026-01-04 📰 Source
RTX 5070: la Germania si prepara a una guerra dei prezzi contro Nvidia
📁 Hardware AI generated ℹ️ Tom's Hardware

Nvidia's RTX 5070: German Retailer Allegedly Rationing Supply

La Germania si trova in una situazione critica nel mercato delle GPU, con un calo significativo della disponibilità dei nuovi modelli. Un supposto fornitore tedesco ha rivelato che le consegne di RTX 5070 saranno limitate a cinque unità per modello, mentre i modelli più potenti sono completamente fuori stock.

2026-01-04 📰 Source
OpenAI si prepara a conquistare l'audio con nuovi modelli e hardware
📁 LLM AI generated ✅ Ars Technica AI

OpenAI si prepara a conquistare l'audio con nuovi modelli e hardware

La società di AI OpenAI sta ristrutturando alcuni team per sviluppare prodotti hardware basati su tecnologie audio, con l'obiettivo di migliorare la precisione e la velocità dei modelli. La nuova piattaforma sarà focalizzata sull'audio e si spera che potrà spingere gli utenti a utilizzare più frequentemente l'interfaccia vocale.

2026-01-02 📰 Source
L'AI sta rivoluzionando il lavoro: chi ne esce e come
📁 LLM AI generated ✅ TechCrunch AI

How AI is reshaping work and who gets to do it, according to Mercor’s CEO

Mercor, a three-year-old startup, has become a $10 billion middleman in AI's data gold rush. The company connects AI labs like OpenAI and Anthropic with former employees of Goldman Sachs, McKinsey, and white-shoe law firms, paying them up to $200 an hour to share their industry expertise and train the AI models that could eventually automate their former employers out of business.

2026-01-02 📰 Source
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